| Exploiting Edge Features for Graph Neural Networks | Jun 1, 2019 | General ClassificationGraph Attention | —Unverified | 0 |
| Deep Bayesian Optimization on Attributed Graphs | May 31, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Discriminative structural graph classification | May 31, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Graph Normalizing Flows | May 30, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Solving NP-Hard Problems on Graphs with Extended AlphaGo Zero | May 28, 2019 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| LatentGNN: Learning Efficient Non-local Relations for Visual Recognition | May 28, 2019 | Graph Neural Network | CodeCode Available | 0 |
| MCNE: An End-to-End Framework for Learning Multiple Conditional Network Representations of Social Network | May 27, 2019 | Graph Neural NetworkMulti-Task Learning | —Unverified | 0 |
| COSET: A Benchmark for Evaluating Neural Program Embeddings | May 27, 2019 | BenchmarkingGraph Neural Network | —Unverified | 0 |
| Edge Contraction Pooling for Graph Neural Networks | May 27, 2019 | General ClassificationGraph Classification | —Unverified | 0 |
| Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach | May 24, 2019 | Community DetectionDecoder | CodeCode Available | 0 |
| Learning Cross-Domain Representation with Multi-Graph Neural Network | May 24, 2019 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| MR-GNN: Multi-Resolution and Dual Graph Neural Network for Predicting Structured Entity Interactions | May 23, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Revisiting Graph Neural Networks: All We Have is Low-Pass Filters | May 23, 2019 | AllGeneral Classification | CodeCode Available | 0 |
| Mutual Information Maximization in Graph Neural Networks | May 21, 2019 | General ClassificationGraph Classification | CodeCode Available | 0 |
| Generating Logical Forms from Graph Representations of Text and Entities | May 21, 2019 | DecoderGraph Neural Network | —Unverified | 0 |
| Unsupervised Community Detection with Modularity-Based Attention Model | May 20, 2019 | ClusteringCommunity Detection | CodeCode Available | 0 |
| Representation Learning on Visual-Symbolic Graphs for Video Understanding | May 17, 2019 | Action ClassificationAction Detection | —Unverified | 0 |
| Inferring Javascript types using Graph Neural Networks | May 16, 2019 | Code RepairGraph Neural Network | —Unverified | 0 |
| GMNN: Graph Markov Neural Networks | May 15, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing | May 15, 2019 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Cognitive Graph for Multi-Hop Reading Comprehension at Scale | May 14, 2019 | Graph Neural NetworkMulti-hop Question Answering | CodeCode Available | 0 |
| Deep Neural Architecture Search with Deep Graph Bayesian Optimization | May 14, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| Craquelure as a Graph: Application of Image Processing and Graph Neural Networks to the Description of Fracture Patterns | May 13, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Learning Scalable and Precise Representation of Program Semantics | May 13, 2019 | Graph Neural Network | —Unverified | 0 |
| Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems | May 11, 2019 | Feature EngineeringGraph Neural Network | CodeCode Available | 0 |
